Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "45"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 45 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 231 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 221 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_28907/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 45, Node 5:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 96.76% 0.00% 100.00% 0.00% 0.609229 7.612071 -0.704250 79.427317 -0.890484 27.379033 -0.964824 26.476312 0.7849 0.1946 0.5096 16.078074 2.034868
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 275.136867 275.455810 inf inf 66.050105 69.546533 422.740262 407.998522 nan nan nan 0.000000 0.000000
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.324102 1.794947 -0.142579 6.194774 -0.277393 2.186275 -1.897394 0.283365 0.0279 0.0296 0.0017 nan nan
2459591 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.161535 19.563762 -0.758420 97.085611 -0.664385 32.369399 -0.379828 1.527148 0.6825 0.0948 0.5084 4.062071 1.200519
2459590 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.053212 23.003825 -1.011246 90.521191 0.520530 35.042117 -0.464735 3.295778 0.6840 0.0966 0.5094 5.467332 1.762772
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 339.319064 339.319436 inf inf 47.391529 49.773797 345.496440 342.785530 nan nan nan 0.000000 0.000000
2459588 RF_maintenance 100.00% 0.00% 83.20% 0.00% 100.00% 0.00% 0.473980 15.068334 -0.618527 102.384109 -1.189730 24.819518 -0.870964 12.834793 0.7786 0.1897 0.5034 9.067099 1.502868
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% -0.064069 20.514599 -0.433811 136.951980 -0.895120 7.722095 -0.356292 10.947090 nan nan nan 4.619977 1.361761
2459586 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.443622 18.881566 0.900025 31.619151 0.698662 11.488261 -1.026239 5.591102 0.6768 0.0922 0.4953 4.242141 1.684697
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.157406 26.275779 1.162698 10.179754 2.153424 10.090441 -1.320829 3.268417 0.0293 0.0289 0.0015 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 3.755060 24.430287 1.669862 112.217370 1.453965 18.325347 18.956575 20.142335 0.6298 0.0617 0.4691 8.952235 1.278085
2459583 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.332543 18.550934 -0.592176 34.761370 -0.622560 23.668494 -0.539938 0.224738 0.6793 0.0671 0.5033 5.264071 2.061528
2459582 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.083651 16.085797 -0.702808 31.535749 -0.814657 28.695773 -0.709190 0.299490 0.6822 0.0626 0.5245 3.944712 1.893101
2459581 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.145912 22.858955 -0.153580 35.669781 -0.704926 23.078901 -0.523444 0.365415 0.6737 0.0666 0.4920 4.260910 2.074114
2459580 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.031332 17.183923 -0.729880 36.526088 0.334395 24.308837 -0.884376 0.161012 0.6884 0.0708 0.5222 5.546708 2.223295
2459579 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.388781 17.174800 -0.511891 41.519418 -0.342874 27.446782 -0.451224 1.503251 0.6850 0.0654 0.5104 1.590290 0.817009
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.867439 1.741470 -1.014852 2.040398 0.006685 1.222053 -0.232696 1.112416 0.0285 0.0343 0.0015 nan nan
2459577 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.498011 22.321173 -0.264268 33.364081 -0.595919 24.963742 -0.578727 0.380122 0.6856 0.0671 0.5314 4.210192 2.045931
2459576 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.337190 17.402494 -0.073207 26.749507 -0.549291 22.036595 -0.377561 0.992147 0.7004 0.0703 0.4832 3.680529 1.146047
2459575 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.276607 17.360450 -0.580314 26.483141 -0.868229 17.028030 -0.780538 5.730801 0.7589 0.1042 0.5274 0.000000 0.000000
2459574 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.017396 16.207959 -0.336560 25.437150 -0.691332 24.291151 -0.695395 0.632983 0.7050 0.0641 0.4558 3.526730 1.852293
2459573 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.442960 16.543177 -0.685891 43.705914 -1.127555 28.396523 -0.406537 1.342201 0.6885 0.0647 0.4600 2.923402 1.433718
2459572 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.088978 17.124426 -0.343257 25.590449 -0.843285 18.037164 0.001300 2.367975 0.6884 0.0699 0.4733 4.708524 2.535530
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.623637 1.372956 -0.990353 2.120094 0.409072 1.445128 -0.367951 1.180514 0.0270 0.0299 0.0017 nan nan
2459570 RF_maintenance 100.00% 0.00% 98.38% 0.00% 100.00% 0.00% 0.893668 26.742093 0.355007 26.749369 0.111127 1.509136 -0.292771 3.729589 0.6498 0.1435 0.4450 7.908626 5.059505
2459569 RF_maintenance 100.00% 0.00% 95.67% 0.00% 100.00% 0.00% 0.234993 20.034338 -0.203768 33.142724 -0.793520 10.312800 -0.492838 8.498450 0.7629 0.1451 0.4606 5.426451 2.288651
2459566 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.135899 15.799688 -0.073173 33.158619 -0.517694 21.804380 -0.572455 -0.198374 0.6874 0.0560 0.4513 2.204687 1.388420
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.347647 0.347647 0.332430 0.332430 -0.674491 -0.674491 -0.797241 -0.797241 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 0.00% 98.32% 0.00% 100.00% 0.00% -0.496341 14.588855 0.377393 35.237237 -0.504584 2.362906 -0.290001 0.472765 0.7120 0.0942 0.5167 3.201469 1.710287
2459563 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.008775 16.044015 0.041200 67.143897 0.104567 22.451769 -0.506168 1.257612 0.6911 0.0831 0.5015 4.700284 2.697408
2459562 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.474333 10.329125 0.168912 17.355695 0.093062 2.787132 -0.035245 0.615954 0.7039 0.0705 0.5006 3.152643 1.950509
2459561 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.363745 10.895038 -0.119990 16.512948 -0.306022 2.989829 -0.170594 0.853749 0.7066 0.0716 0.5039 3.555909 2.057976
2459560 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.408278 9.948344 0.151755 16.754804 -0.224456 3.134338 -0.140361 0.445522 0.6999 0.0655 0.5110 3.616316 2.032359
2459559 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.357340 12.878003 0.128238 18.399485 -0.577882 3.531485 -0.001314 0.804077 0.7080 0.0715 0.5221 3.424661 1.784804
2459558 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.151780 16.950477 -0.775458 35.066915 -0.625486 23.526272 -0.415555 1.191239 0.7078 0.0660 0.5098 3.044263 1.187504
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0272 0.0289 0.0011 nan nan
2459556 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.088623 17.503787 -0.652779 38.071613 -0.600887 21.155033 -0.569546 3.022501 0.7109 0.0698 0.5179 3.251974 1.197160
2459554 RF_maintenance - 0.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7036 0.0665 0.5199 nan nan
2459553 RF_maintenance - 0.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7104 0.0711 0.5282 nan nan
2459552 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.356939 20.934242 -0.290505 50.230203 -1.406293 32.230646 -0.483016 2.930470 0.7131 0.0625 0.5231 3.380411 0.828842
2459551 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.516233 10.114546 0.099451 20.401977 -0.377514 4.302086 -0.008825 0.854564 0.7008 0.0699 0.5156 3.485158 1.977561
2459550 RF_maintenance - 97.53% 97.53% 0.00% - - nan nan nan nan nan nan nan nan 0.0489 0.0531 0.0010 nan nan
2459549 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.349540 15.259780 -0.502836 37.851871 -0.726992 23.182020 -0.488237 0.971948 0.7027 0.0631 0.5109 2.916122 1.192393
2459542 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.935090 21.815864 0.182361 76.641808 -0.187433 1.900142 -0.583961 0.813047 0.7645 0.0859 0.5399 3.936069 1.864911
2459541 RF_maintenance 100.00% 1.79% 97.76% 0.00% 100.00% 0.00% -0.672114 10.415804 -0.740851 36.648378 0.952678 242.414110 -0.927925 15.112726 0.7510 0.0942 0.5165 5.373821 2.356872
2459540 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.486735 15.153974 -0.322185 17.473907 0.482402 5.218452 -0.491659 0.812963 0.7617 0.0679 0.5368 3.830811 1.637201
2459536 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.363430 25.797421 0.514418 65.285641 -0.384425 31.813627 -0.567115 1.834538 0.7386 0.0586 0.4623 2.941116 1.064010
2459535 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.316340 12.169207 -0.190842 16.010692 0.738455 5.503657 -0.583379 0.253064 0.7904 0.0669 0.4911 3.609336 1.162045
2459534 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.433727 12.330102 -0.240015 14.798218 1.430083 3.913552 -0.369684 -0.095455 0.7816 0.0560 0.3906 8.427547 1.789231
2459533 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.220656 18.831725 -0.877309 35.496589 0.112259 20.818272 -0.685463 1.290000 0.7292 0.0557 0.4337 3.012896 1.221338
2459532 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.030212 21.673567 -0.843252 48.153200 0.432731 25.550157 -0.783705 0.702092 0.7275 0.0584 0.4465 3.213785 1.171304
2459530 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.622609 10.780694 -0.054254 15.056364 -0.170367 4.333049 -0.330376 0.362758 0.7504 0.0648 0.4298 3.308130 1.174925
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.213488 25.172167 -0.966212 53.783161 -2.006399 35.398094 -1.126968 0.331946 0.0437 0.0355 0.0129 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 12.359820 30.122038 7.351017 42.077762 1236.772128 1195.857028 343.198099 333.157209 nan nan nan 1.251047 1.228667
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.554376 1.880525 -0.996685 2.385962 0.192124 0.489091 -0.400697 1.039036 0.0283 0.0319 0.0028 nan nan
2459508 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.258083 29.853932 -0.990078 50.685058 -0.310600 15.562239 -1.031418 14.679871 0.9074 0.1567 0.6424 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.228387 28.892435 -0.313828 49.109386 -0.652025 10.563779 -1.231108 1.714528 0.8960 0.0617 0.6373 12.150069 1.223142
2459503 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.320051 28.721754 -0.778118 83.071827 -0.395422 33.077690 -0.871188 2.715423 0.8630 0.0788 0.6656 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.738817 19.430260 -0.461070 54.656972 0.532274 19.247731 -0.900536 0.462335 0.0589 0.0477 0.0166 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.562885 20.045736 -0.395292 65.372050 -0.993807 20.861670 -0.953252 0.555728 0.0570 0.0489 0.0121 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.255540 21.419409 -0.738058 84.123846 -1.173920 20.412991 -0.866711 10.692407 0.0576 0.0483 0.0129 0.000000 0.000000
2459498 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.114295 21.102460 -0.691632 74.676692 -1.007968 16.282207 -0.817926 2.990966 0.0524 0.0482 0.0105 0.000000 0.000000
2459497 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.046095 21.816949 -0.567940 84.214536 -1.433649 20.616549 -0.937443 2.388517 0.0528 0.0471 0.0102 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.235998 20.849349 -0.770854 76.567042 -1.212307 19.222242 -1.013102 1.330896 0.0568 0.0457 0.0113 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.451168 17.939332 -0.809120 71.196274 -1.055872 16.664942 -0.956093 1.719999 0.0521 0.0460 0.0110 0.000000 0.000000
2459494 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.194589 17.898418 -0.710809 76.155536 -1.337240 19.784897 -0.670310 5.010662 0.8465 0.0768 0.2442 0.000000 0.000000
2459492 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.729969 23.853583 -1.495034 55.735345 -0.221600 26.669555 -0.184317 5.462853 0.7538 0.1341 0.3779 3.200682 0.739323
2459491 RF_maintenance 100.00% 0.00% 56.45% 0.00% 100.00% 0.00% 0.592436 23.405955 -0.994522 61.051119 0.126564 40.184762 -1.029927 12.098412 0.7932 0.3453 0.3226 1.860132 0.640155
2459490 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.798252 28.591695 -1.092450 63.332867 -0.049106 24.575895 -0.570556 5.767557 0.7400 0.1438 0.4169 4.575207 1.725922
2459489 RF_maintenance 100.00% 0.00% 75.27% 0.00% 100.00% 0.00% 0.291224 23.877275 -1.317760 57.539727 0.586669 25.604868 -0.422538 7.660788 0.7596 0.2209 0.3957 4.640114 1.726195
2459488 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.899786 22.518646 -1.068923 47.652192 -0.088851 28.731198 15.481481 9.742050 0.7529 0.1561 0.4121 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 45: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 9.064753 0.221909 0.797448 0.013042 0.817989 -1.018578 0.113520 -0.717725 9.064753

Antenna 45: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 40.571779 1.576010 0.442109 1.547026 0.062556 1.537072 0.170342 40.571779 0.440379

Antenna 45: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 21.853755 3.109616 0.159541 0.894008 0.323326 0.404387 0.482002 21.853755 0.186908

Antenna 45: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 6.776197 0.043373 0.263291 0.556360 1.985333 1.117969 -0.444234 0.102951 6.776197

Antenna 45: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 33.744417 1.702544 -0.431244 4.523476 0.966937 1.060553 0.480669 33.744417 0.388977

Antenna 45: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 30.146313 -0.758773 3.441389 1.028593 3.420423 -0.619303 4.184781 0.293615 30.146313

Antenna 45: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Power 17.268559 0.816394 6.526112 2.580234 17.268559 3.858450 17.046456 12.131437 5.013544

Antenna 45: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 9.708501 4.008916 -0.648650 6.718080 -1.082364 4.378255 -1.077719 3.439270 9.708501

Antenna 45: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Power 6.227480 -0.483707 4.214938 -1.207123 6.227480 -1.369260 5.180658 4.453970 2.263288

Antenna 45: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Power 11.477502 0.214565 4.910895 0.852120 11.477502 0.906993 8.820804 2.721827 2.627750

Antenna 45: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Power 14.852509 0.356025 5.712454 1.912268 14.852509 2.404148 9.987650 2.209597 2.212425

Antenna 45: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Power 16.575076 6.578794 0.303257 16.575076 2.410214 11.407577 2.648703 4.812541 3.496629

Antenna 45: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Power 7.476291 5.111960 1.850449 7.476291 2.108117 5.323595 1.302650 3.751231 -2.273650

Antenna 45: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 33.872255 18.171744 15.735927 33.872255 32.801897 4.692746 5.679359 4.679585 3.721974

Antenna 45: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 96.743018 32.733372 28.275511 96.743018 93.784608 17.131950 21.755274 9.233465 7.407925

Antenna 45: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 40.097767 17.122490 19.945566 38.959120 40.097767 9.641647 5.501698 6.797075 4.440408

Antenna 45: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 64.600034 27.904899 1.137733 64.600034 1.045735 13.309161 -0.770456 9.669893 0.562421

Antenna 45: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 76.933031 0.467534 29.711109 -0.093807 76.933031 -1.243323 29.147260 1.139266 17.341557

Antenna 45: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 27.127278 1.666306 13.312887 1.708625 27.127278 1.458913 2.673603 -1.556217 3.838038

Antenna 45: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 41.172017 0.241277 19.643839 -0.049545 41.172017 -0.493879 5.240773 -0.200985 5.185565

Antenna 45: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 715.953365 13.054775 -0.367676 38.174707 -0.052541 60.103713 0.153607 715.953365 7.948908

Antenna 45: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 36.920243 0.487766 21.180386 0.232595 36.920243 -0.115265 7.972506 -0.166796 4.117310

Antenna 45: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 31.738294 0.102474 17.570151 0.144557 31.738294 -0.576692 5.862453 -0.315830 4.681651

Antenna 45: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 39.550004 23.882430 0.464657 39.550004 0.365590 6.899206 -0.730145 5.074990 0.042692

Antenna 45: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 90.337888 0.769232 27.364551 0.987901 90.337888 -1.036096 18.101999 0.212870 5.652405

Antenna 45: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 719.459298 0.379253 27.930986 0.046397 91.760492 0.586631 219.489984 7.395053 719.459298

Antenna 45: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 50.064194 0.111024 20.464507 0.145277 50.064194 -1.272965 9.859932 0.237091 6.327631

Antenna 45: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 14.056354 -0.867220 14.056354 -0.852076 6.471029 -0.870063 1.170583 -0.113434 6.143544

Antenna 45: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 Not Found nn Temporal Discontinuties 346.543529 24.991617 0.058798 9.308129 -0.586096 344.437850 131.294977 346.543529 132.818344

Antenna 45: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 1428.555170 19.736015 0.594449 33.487457 0.272445 701.318860 6.873737 1428.555170 18.312008

Antenna 45: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 15.730775 -1.216099 15.730775 -0.840531 6.844846 -0.364753 0.599583 0.934051 7.472484

Antenna 45: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 1208.695304 0.147495 24.892197 -0.218860 137.003383 0.647423 218.481815 12.301941 1208.695304

Antenna 45: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 16.628333 -1.054587 16.628333 -0.881697 9.667628 -0.917601 1.697729 0.133339 4.127325

Antenna 45: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Variability 808.020830 31.258896 0.198577 11.633352 -0.446851 808.020830 314.295675 329.485608 128.394069

Antenna 45: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 489.792914 -0.937069 18.764853 -1.048664 13.398535 174.398470 442.831054 187.833436 489.792914

Antenna 45: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 2098.292796 0.339018 22.087586 -0.052038 105.989159 12.866932 1149.840563 28.226612 2098.292796

Antenna 45: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 758.449927 15.231401 -0.161766 42.843342 -0.311895 78.538508 0.002082 758.449927 7.619858

Antenna 45: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Variability 308.386367 15.008090 -1.350044 6.034187 -0.367150 308.386367 120.603062 270.279990 105.562267

Antenna 45: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 13.627358 13.627358 -0.974694 6.248371 -0.786363 2.330989 0.802709 4.168897 -0.000823

Antenna 45: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 358.914481 17.434622 -0.759774 7.066756 -0.680286 180.166431 71.327534 358.914481 142.187530

Antenna 45: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 1398.402451 25.449168 0.334811 82.340491 0.172438 880.616224 8.965335 1398.402451 18.937212

Antenna 45: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 309.156305 -0.806369 13.354362 -0.731077 6.196880 59.686168 152.003273 121.674616 309.156305

Antenna 45: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Variability 263.953504 12.347804 -0.459577 6.560561 -0.834587 263.953504 103.924417 214.634297 84.268449

Antenna 45: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 9.018885 9.018885 -0.402869 4.845783 -0.739290 2.833597 -0.766120 5.742601 -0.106247

Antenna 45: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Variability 411.690959 12.747748 -0.695771 5.998422 -0.728027 411.690959 160.115974 387.740513 150.358142

Antenna 45: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 108.075370 10.560771 -0.549651 5.302692 -0.813520 77.898001 30.021806 108.075370 41.598138

Antenna 45: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 1711.587424 0.349794 32.147901 0.601859 112.713898 0.830548 185.229462 18.311436 1711.587424

Antenna 45: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Variability 545.990650 -0.335538 9.329530 -0.784113 5.969053 218.031539 545.990650 61.903692 156.665123

Antenna 45: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Variability 583.213215 10.394216 -0.624822 4.870191 -0.601191 583.213215 230.136159 272.606374 106.874702

Antenna 45: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 12.412108 -0.922385 12.412108 -0.516072 7.008523 -0.368007 0.809915 0.029229 5.126511

Antenna 45: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 12.120432 -1.052122 12.120432 -0.780069 5.290854 0.217309 1.132550 -0.263266 4.589842

Antenna 45: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 10.917724 -0.728169 10.917724 -0.530854 5.039766 0.776098 1.983621 -0.121034 5.728332

Antenna 45: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 107.723920 0.116589 27.452966 -0.301808 107.723920 -0.949042 24.370128 0.181905 12.424539

Antenna 45: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 13.960394 13.960394 -0.967287 6.115584 -0.461132 2.779279 0.291280 4.981167 -0.134116

Antenna 45: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Discontinuties 166.785381 25.874148 -0.215910 158.700452 -0.160720 86.624070 -0.550195 166.785381 0.552530

Antenna 45: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 2.634081 2.634081 -0.628918 2.610693 -0.630606 0.706062 -0.376154 1.507505 -0.619557

Antenna 45: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 2.848042 2.293063 -0.469620 2.848042 -0.501066 0.590601 -0.328748 1.791452 -0.603252

Antenna 45: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 114.246028 -0.014437 25.222756 -0.340975 114.246028 -0.843625 24.847962 0.654009 17.918368

Antenna 45: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 1.227496 -0.215652 0.641161 1.227496 -1.567459 0.633680 -1.079442 0.671961 -0.639119

Antenna 45: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Temporal Variability 2.342463 1.805708 -0.456624 2.286355 -0.465437 2.342463 0.201664 1.465729 -0.506940

Antenna 45: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape 11.541576 11.541576 -1.067879 8.251095 -1.020819 3.040905 -0.501573 5.096136 -0.002557

Antenna 45: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 52.208607 -0.124443 25.836646 0.021093 52.208607 -1.438378 26.495825 0.084454 5.961690

Antenna 45: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 45: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 63.571279 16.803192 0.175161 63.571279 -0.855509 5.532640 -0.098426 8.573346 2.080898

Antenna 45: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 47.561555 19.067435 -0.025091 47.561555 -0.782162 9.402853 -0.518848 0.445171 -0.809608

Antenna 45: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 46.556266 21.232133 0.129242 46.556266 -0.544166 8.917732 -0.065102 0.513578 -0.426595

Antenna 45: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 58.710599 -0.101674 20.930801 -0.868058 58.710599 0.231425 5.922897 -1.109017 0.652493

Antenna 45: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 70.379930 24.438144 -0.194456 70.379930 -0.205906 18.485508 0.504705 4.368434 -0.564849

Antenna 45: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 58.611029 0.022185 22.810728 -0.811872 58.611029 0.417442 21.993455 -0.346246 3.686066

Antenna 45: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 60.828242 25.896216 -0.477347 60.828242 -1.016079 15.028844 -0.706677 3.067988 -0.402331

Antenna 45: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 81.878335 0.094529 27.426662 -0.725165 81.878335 -0.797211 30.070301 -0.585694 5.208252

Antenna 45: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 60.802259 20.196757 -0.330937 60.802259 -0.917334 9.654209 0.558690 0.932464 -0.018074

Antenna 45: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 61.736343 27.794488 0.098193 61.736343 -0.741396 36.586838 -0.865002 6.092934 -0.042092

Antenna 45: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 45: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 45: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Temporal Discontinuties 870.075157 40.343285 78.814625 155.306162 154.528064 56.468179 29.563534 870.075157 661.543890

Antenna 45: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Temporal Discontinuties 1641.587563 61.997917 119.676390 126.200008 131.123409 50.574924 58.330601 1641.587563 1595.663632

Antenna 45: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Temporal Discontinuties 1622.489973 51.126592 52.839142 258.971480 183.912235 399.350195 256.412374 1622.489973 975.559907

Antenna 45: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Temporal Discontinuties 1682.065563 131.225073 64.494119 262.278061 236.348249 97.372160 77.999473 1682.065563 1474.372652

Antenna 45: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Temporal Discontinuties 3611.169869 27.388603 54.542649 61.002533 110.670133 369.998888 978.037838 1269.435081 3611.169869

Antenna 45: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance ee Temporal Discontinuties 697.184387 80.447604 87.228352 195.768094 244.762442 47.216893 86.816136 331.789909 697.184387

Antenna 45: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 82.952966 0.123052 20.279250 -0.064946 82.952966 0.012005 31.372787 -0.446779 5.267069

Antenna 45: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 69.600541 23.554058 0.162197 69.600541 -0.604217 32.093000 -0.185386 8.757635 -0.246293

Antenna 45: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 59.832884 23.903213 -0.184920 59.832884 -0.970369 22.057981 -1.202486 9.467996 0.022336

Antenna 45: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 76.656221 26.518890 0.460644 76.656221 -0.360329 29.561396 -0.283656 9.426440 -0.731238

Antenna 45: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 56.455521 26.247310 0.289799 56.455521 0.039685 28.430679 -0.127422 7.478601 -0.371240

Antenna 45: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Shape 15.640794 -1.082941 15.640794 -0.958879 9.033995 0.699434 1.518265 0.393595 3.638969

Antenna 45: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 5 RF_maintenance nn Power 59.656568 27.367217 0.378064 59.656568 -0.741622 29.957350 -0.314991 2.272791 -0.009651